Intelligent Transportation System

Research on College Students' Travel Mode Choice Behavior Considering Peer Effect

  • ZHANG Rui ,
  • GE Yuhan
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  • 1.School of Transportation Engineering,Chang’an University,Xi’an 710064,Shaanxi,China
    2.Key Laboratory of Transport Industry of Big Data Application Technologies for Comprehensive Transport,Beijing Jiaotong University,Beijing 100044,China
张锐(1991—),女,博士,讲师,主要从事多方式条件下出行者出行行为分析、交通规划等研究。E-mail: zhangrui@chd.edu.cn

Received date: 2025-03-13

  Online published: 2025-08-18

Supported by

the National Natural Science Foundation of China(72371035)

Abstract

Investigating the behavior of college students in choosing off-campus travel mode is of great significance for enhancing the off-campus travel environment, increasing their social engagement, and further promoting their physical and mental health development. However, previous studies neglected the influence of peer groups on individual travel mode choices. To address the lack of uniform standard for defining effective peer groups among college students, this study employs a roommate relationship quality scale to identify effective peer groups. Data on off-campus travel preferences across different travel scenarios are collected via questionnaire surveys. To further explore the role of peer effects in travel behavior decision-making, we introduce a peer matrix adjusted by relationship strength based on relational quality and psychological traits, and construct multiple network econometric linear models to capture peer effects. Potential endogeneity issues were addressed though combining fixed effects and two-stage least squares, and the optimal model for identifying and measuring peer effects is determined through model evaluation. Finally, based on the model calibration results, the influence and potential mechanisms of dormitory groups on individual college students’ off-campus travel mode choice are analyzed. The results show that, compared to gene-ralized econometric models and local aggregation models, the local average model incorporating relationship strength demonstrates greater robustness in identifying and measuring peer effects. As travel distance increases and time constraints relax, the influence of peer-related behaviors on college students’ individual travel mode choices-that is, the endogenous peer effect-decreases. Factors such as peers’ monthly living expenses, number of family members, possession of a driver’s license, openness and environmental awareness have significant exogenous peer effects on individual travel mode choices. Furthermore, extroverted individuals exhibit more pronounced conformity-based peer effects compared to introverted ones, and in entertainment contexts, open-minded individuals show stronger than conservative individuals. The research extends the boundaries of relevant theories and provides empirical evidence for the targeted guidance and group-specific interventions aimed at promoting low-carbon travel among college students.

Cite this article

ZHANG Rui , GE Yuhan . Research on College Students' Travel Mode Choice Behavior Considering Peer Effect[J]. Journal of South China University of Technology(Natural Science), 2026 , 54(3) : 114 -126 . DOI: 10.12141/j.issn.1000-565X.250067

References

[1] 矫怡程 .规模扩张对不同类型高校本科生源质量的影响效应研究——基于国家大学生学情调查研究数据库(NCSS)的分析[J].华东师范大学学报(教育科学版)202341(8):22-33.
  JIAO Yicheng .The impact of higher education expansion on undergraduate enrollment quality in China:based on the data of NCSS[J].Journal of East China Normal University (Educational Sciences)202341(8):22-33.
[2] 国家统计局 .中国统计年鉴2024[R/OL].(2024-09-01)[2025-01-16]..
[3] HURLEY E C, WILLIAMS I R, TOMYN A J,et al .Social media use among Australian university students:understanding links with stress and mental healths[J].Computers in Human Behavior Reports2024(14):100398/1-8.
[4] 王玉涛,王松,段梦然 .中国企业绿色投资同群效应研究[J].系统工程理论与实践202444(3):874-892.
  WANG Yutao, WANG Song, DUAN Mengran .The peer effect of green investment activities of China’s listed firms[J].Systems Engineering—Theory & Practice202444(3):874-892.
[5] POWELL L M, TAURAS J A, ROSS H .Peer effects,tobacco control policies,and youth smoking behavior[J].ImpacTeen Research Paper Series2003(24):1-26.
[6] LAVY V, SILVA O, WEINHARDT F .The good,the bad,and the average:evidence on ability peer effects in schools[J].Journal of Labor Economics201230(2):367-414.
[7] KAUSTIA M, KNüPFER S .Peer performance and stock market entry[J].Journal of Financial Econo-mics2012104(2):321-338.
[8] 赵颖 .中国上市公司高管薪酬的同群效应分析[J].中国工业经济2016(2):114-129.
  ZHAO Ying .Analysis of CEOs’ compensations’ peer effects from China listed companies[J].China Industrial Economics2016(2):114-129.
[9] LAVY V, SCHLOSSER A .Mechanisms and impacts of gender peer effects at school[J].American Economic Journal:Applied Economics20113(2):1-33.
[10] BUECHEL B, MECHTENBERG L, PETERSEN J .If I can do it,so can you! peer effects on perseverance[J].Journal of Economic Behavior & Organization2018155:301-314.
[11] 程利娜,梁芳 .同群效应对大学生学习投入影响的追踪研究——基于学习行为投入[J].大学教育2022(8):5-10.
  CHENG Lina, LIANG Fang .A follow-up study on the influence of peer effect on college students’ learning engagement:based on learning behavior engagement [J].University Education2022(8):5-10.
[12] 崔静,冯玲 .同群效应研究述评与未来展望[J].商业经济研究2017(10):101-103.
  CUI Jing, FENG Ling .A review and future prospects of peer effect research[J].Journal of Commercial Economics2017(10):101-103.
[13] POLDIN O, VALEEVA D, YUDKEVICH M. Which peers matter:how social ties affect peer-group effects[J].Research in Higher Education2016(57):448-468.
[14] EISENBERG D, GOLBERSTEIN E, WHITLOCK J L .Peer effects on risky behaviors:new evidence from college roommate assignments[J].Journal of Health Economics201433:126-138.
[15] 王欣涛,金鑫,石婷婷 .大学本科生社交状况调查研究——以北京大学城市与环境学院为例[J].北京教育(德育)2013(628):73-75.
  WANG Xintao, JIN Xin, SHI Tingting .A study on the social status of undergraduate students:a case study of the college of urban and environmental sciences at Peking University[J].Beijing Education (Moral Education)2013(628):73-75.
[16] 俞宁,庞文哲,李斌,等 .大学生消费的同群效应——基于宿舍社交网络的视角[J].世界经济文汇2023(2):1-13.
  YU Ning, PANG Wenzhe, LI Bin,et al .The peer effect of college students’consumption:based on the perspective of dormitory social network[J].World Economic Papers2023(2):1-13.
[17] MANSKI C F .Identification of endogenous social effects:the reflection problem[J].The Review of Economic Studies199360(3):531-542.
[18] LEARY M T, ROBERTS M R .Do peer firms affect corporate financial policy?[J].The Journal of Finance201469(1):139-178.
[19] BOOIJ A S, LEUVEN E, OOSTERBEEK H .Ability peer effects in university:evidence from a randomized experiment[J].Review of Economic Studies201784(2):547-578.
[20] 张川川,朱涵宇 .新型农村社会养老保险参与决策中的同群效应[J].金融研究2021495(9):111-130.
  ZHANG Chuanchuan, ZHU Hanyu .The influence of the peer effect on participation in China’ s new rural pension scheme[J].Journal of Financial Research2021495(9):111-130.
[21] JAVID M A,ALI N, ABDULLAH M,et al .Analysis of students’ travel mode choice behaviour:a case study in oman[C]∥ Proceedings of 3rd International Conference on Advances in Civil and Environmental Engineering (ICACEE-2024).Taxila:University of Engineering & Technology Taxila,2024:441-451.
[22] NASRIN S .Private university students’ mode choice behaviour for travel to university:analysis in the context of Dhaka city[C]∥ Proceedings of Transportation Research:Proceedings of CTRG 2017.Singapore:Springer,2020:299-310.
[23] LIU C, BARDAKA E, PASCHALIDIS E .Sustainable transport choices in public transit access:travel behavior differences between university students and other young adults[J].International Journal of Sustainable Transportation202317(6):679-695.
[24] MONIRUZZAMAN M, FARBER S .What drives sustainable student travel? Mode choice determinants in the Greater Toronto Area[J].International journal of sustainable transportation201812(5):367-379.
[25] PARK J, JIN I H, JEON M .How social networks influence human behavior:an integrated latent space approach for differential social influence[J].Psychometrika202388(4):1529-1555.
[26] SUSILO Y O, LIU C .The influence of parents’ travel patterns,perceptions and residential self-selectivity to their children travel mode shares[J].Transportation201643(2):357-378.
[27] GOSLING S D, RENTFROW P J, SWANN J R W B .A very brief measure of the big-five personality domains[J].Journal of Research in Personality200337(6):504-528.
[28] HU A, LI X, SONG H .The influence of big five personality traits on college students’ key competencies:the mediating effect of psychological capital[J].Frontiers in Psychology202314:1242557/1-15.
[29] CAREY J C, STANLEY D L A, WERRING C J,et al .Development of a short form of the roommate rapport scale[J].Measurement and Evaluation in Counseling and Development198820(4):175-180.
[30] KURTZ J E, SHERKER J L .Relationship quality,trait similarity,and self‐other agreement on personality ratings in college roommates[J].Journal of Persona-lity200371(1):21-48.
[31] WILTZ J .Measuring relationship strength in roommates with MR/DD:the development of the Roommate Friendship Scale (RFS)[J].Research in Developmental Disabilities200324(5):359-367.
[32] 杨雪花,陈万明 .大学生人际交往能力对宿舍人际关系及幸福感的影响[J].中国学校卫生201637(2):300-303.
  YANG Xuehua, CHEN Wanming .Influence of college students’interpersonal communication ability on dormitory interpersonal relationship and sense of happiness [J].Chinese Journal of School Health201637(2):300-303.
[33] 徐婷 .辩证行为疗法团体心理辅导对大学生宿舍人际关系、情绪调节及睡眠质量的影响[J].心理月刊202217(18):26-28.
  XU Ting .Effect of dialectical behavior therapy group psychological counseling on interpersonal relationship,emotion regulation and sleep quality in college dormitory[J].Psychologies Magazine202217(18):26-28.
[34] 毛小玲,李宏翰,张建梅 .大学生宿舍人际关系的特点[J].中国心理卫生杂志200519(7):473-475.
  MAO Xiao-ling, LI Hong-han, ZHANG Jian-mei .Dormitory interpersonal relationship of college students [J].Chinese Mental Health Journal200519(7):473-475.
[35] 许传新 .大学生宿舍人际关系质量研究[J].当代青年研究2005(4):6-9.
  XU Chuanxin .Study on the quality of college students’ dormitory interpersonal relationship[J].Contemporary Youth Research2005(4):6-9.
[36] 刘宇峰,安韬,钱一之,等 .不同规模城市居民出行方式影响因素分析[J].中国公路学报202235(4):286-297.
  LIU Yu-feng, AN Tao,STEVEN I-JY Chien,et al .Exploring influence factors for travel mode choice in ci-ties with different scales[J].China Journal of Highway and Transport202235(4):286-297.
[37] LAMBOTTE M, MATHY S, RISCH A,et al .Disentangling peer effects in transportation mode choice:the example of active commuting[J].Journal of Environmental Economics and Management2023121:102868/1-17.
[38] AKERLOF G A .Social distance and social decisions[J].Econometrica199765(5):1005-1027.
[39] LIU X, PATACCHINI E, ZENOU Y .Endogenous peer effects:local aggregate or local average?[J].Journal of Economic Behavior & Organization2014103:39-59.
[40] STAIGER D, STOCK J .Instrumental variables regression with weak instruments[J].Econometrica199765(3):557-586.
[41] SARGAN J D .The estimation of economic relationships using instrumental variables[J].Econometrica:Journal of the Econometric Society195826(3):393-415.
[42] HAUSMAN J A .Specification tests in econometrics[J].Econometrica197846(6):1251-1271.
[43] VIDERAS J, OWEN A L, CONOVER E,et al .The influence of social relationships on pro-environment behaviors[J].Journal of Environmental Economics and Management201263(1):35-50.
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